Pandas Profiling Report

Dataset statistics

Number of variables	24
Number of observations	303
Missing cells	338
Missing cells (%)	4.6%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	56.9 KiB
Average record size in memory	192.4 B

Variable types

Numeric	13
Categorical	7
DateTime	4

Alerts

`NOMBRE_CONCEPTO` has constant value "CREDITO EDUCATIVO UAO"	Constant
`OBSERVACIONES` has a high cardinality: 182 distinct values	High cardinality
`EDAD_CARTERA` is highly imbalanced (74.1%)	Imbalance
`TIPO_GARANTIA` is highly imbalanced (77.5%)	Imbalance
`ESTADO_GARANTIA` is highly imbalanced (94.1%)	Imbalance
`ESTADO_CREDITO` is highly imbalanced (55.5%)	Imbalance
`VALOR_MORA` has 292 (96.4%) missing values	Missing
`ESTADO_GARANTIA` has 11 (3.6%) missing values	Missing
`OBSERVACIONES` has 19 (6.3%) missing values	Missing
`NOMBRE_CONCEPTO` has 16 (5.3%) missing values	Missing
`CREDITO` has unique values	Unique
`VALOR_AFECTADO` has 40 (13.2%) zeros	Zeros
`CUOTAS_PAGADAS` has 45 (14.9%) zeros	Zeros
`CUOTAS_PENDIENTES` has 246 (81.2%) zeros	Zeros
`CUOTAS_VENCIDAS` has 280 (92.4%) zeros	Zeros
`SALDO_CREDITO` has 262 (86.5%) zeros	Zeros
`SALDO_VENCIDO` has 289 (95.4%) zeros	Zeros
`DIAS_MORA` has 278 (91.7%) zeros	Zeros

Reproduction

Analysis started	2023-09-14 23:57:26.625554
Analysis finished	2023-09-14 23:57:48.800580
Duration	22.18 seconds
Software version	pandas-profiling v3.6.6
Download configuration	config.json

CREDITO
Real number (ℝ)

Distinct	303
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	144132.9

Minimum	105346
Maximum	175973
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.5 KiB

Quantile statistics

Minimum	105346
5-th percentile	113154.7
Q1	133153.5
median	144589
Q3	157053.5
95-th percentile	172666.2
Maximum	175973
Range	70627
Interquartile range (IQR)	23900

Descriptive statistics

Standard deviation	17229.379
Coefficient of variation (CV)	0.11953814
Kurtosis	-0.59023223
Mean	144132.9
Median Absolute Deviation (MAD)	12179
Skewness	-0.28196876
Sum	43672268
Variance	2.968515 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
105346	1	0.3%
152707	1	0.3%
152613	1	0.3%
155771	1	0.3%
152337	1	0.3%
152887	1	0.3%
152933	1	0.3%
152451	1	0.3%
152344	1	0.3%
148690	1	0.3%
Other values (293)	293	96.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
105346	1	0.3%
105362	1	0.3%
105385	1	0.3%
105393	1	0.3%
105591	1	0.3%
106655	1	0.3%
108695	1	0.3%
110546	1	0.3%
110603	1	0.3%
112755	1	0.3%

Value	Count	Frequency (%)
175973	1	0.3%
175202	1	0.3%
174817	1	0.3%
174595	1	0.3%
174435	1	0.3%
174375	1	0.3%
174315	1	0.3%
174264	1	0.3%
173911	1	0.3%
173910	1	0.3%

NOMBRE_LINEA
Categorical

Distinct	8
Distinct (%)	2.6%
Missing	0
Missing (%)	0.0%
Memory size	2.5 KiB

CREDITO INTERES VENCIDO	157
PILOS CECILIA MONTALVO DE MORENO	49
CREDITO PUENTE INTERES VENCIDO	45
PREGRADO LARGO PLAZO	23
CREDITO SOY AUTONOMO	21
Other values (3)	8

Length

Max length	45
Median length	23
Mean length	25.290429
Min length	20

Characters and Unicode

Total characters	7663
Distinct characters	21
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	2 ?
Unique (%)	0.7%

Sample

1st row	CREDITO INTERES VENCIDO
2nd row	CREDITO INTERES VENCIDO
3rd row	PILOS CECILIA MONTALVO DE MORENO
4th row	PILOS CECILIA MONTALVO DE MORENO
5th row	PILOS CECILIA MONTALVO DE MORENO

Common Values

Value	Count	Frequency (%)
CREDITO INTERES VENCIDO	157	51.8%
PILOS CECILIA MONTALVO DE MORENO	49	16.2%
CREDITO PUENTE INTERES VENCIDO	45	14.9%
PREGRADO LARGO PLAZO	23	7.6%
CREDITO SOY AUTONOMO	21	6.9%
LIQUIDACION CREDITO LARGO PLAZO	6	2.0%
CREDITOS CAI COVID SALDOS ANTERIORES PREGRADO	1	0.3%
REFINANCIACION PREGRADO	1	0.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
credito	229	21.6%
interes	202	19.1%
vencido	202	19.1%
pilos	49	4.6%
cecilia	49	4.6%
montalvo	49	4.6%
de	49	4.6%
moreno	49	4.6%
puente	45	4.2%
plazo	29	2.7%
Other values (11)	108	10.2%

Most occurring characters

Value	Count	Frequency (%)
E	1101	14.4%
O	854	11.1%
I	805	10.5%
	757	9.9%
N	578	7.5%
R	563	7.3%
T	548	7.2%
C	540	7.0%
D	514	6.7%
S	276	3.6%
Other values (11)	1127	14.7%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	6906	90.1%
Space Separator	757	9.9%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
E	1101	15.9%
O	854	12.4%
I	805	11.7%
N	578	8.4%
R	563	8.2%
T	548	7.9%
C	540	7.8%
D	514	7.4%
S	276	4.0%
V	252	3.6%
Other values (10)	875	12.7%

Space Separator

Value	Count	Frequency (%)
	757	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	6906	90.1%
Common	757	9.9%

Most frequent character per script

Latin

Value	Count	Frequency (%)
E	1101	15.9%
O	854	12.4%
I	805	11.7%
N	578	8.4%
R	563	8.2%
T	548	7.9%
C	540	7.8%
D	514	7.4%
S	276	4.0%
V	252	3.6%
Other values (10)	875	12.7%

Common

Value	Count	Frequency (%)
	757	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	7663	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
E	1101	14.4%
O	854	11.1%
I	805	10.5%
	757	9.9%
N	578	7.5%
R	563	7.3%
T	548	7.2%
C	540	7.0%
D	514	6.7%
S	276	3.6%
Other values (11)	1127	14.7%

FECHA_SOLICITUD
Date

Distinct	166
Distinct (%)	54.8%
Missing	0
Missing (%)	0.0%
Memory size	2.5 KiB

Minimum	2017-12-07 00:00:00
Maximum	2023-09-06 00:00:00

Histogram

Histogram with fixed size bins (bins=50)

FECHA_APROBACION
Date

Distinct	135
Distinct (%)	44.6%
Missing	0
Missing (%)	0.0%
Memory size	2.5 KiB

Minimum	2017-12-07 00:00:00
Maximum	2023-09-07 00:00:00

Histogram

Histogram with fixed size bins (bins=50)

FECHA_MOVIMIENTO
Date

Distinct	219
Distinct (%)	72.3%
Missing	0
Missing (%)	0.0%
Memory size	2.5 KiB

Minimum	2017-12-07 00:00:00
Maximum	2023-09-07 00:00:00

Histogram

Histogram with fixed size bins (bins=50)

VALOR
Real number (ℝ)

Distinct	118
Distinct (%)	38.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4680249.8

Minimum	502603
Maximum	39833227
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.5 KiB

Quantile statistics

Minimum	502603
5-th percentile	1675000
Q1	2151875
median	4341500
Q3	6282000
95-th percentile	7738000
Maximum	39833227
Range	39330624
Interquartile range (IQR)	4130125

Descriptive statistics

Standard deviation	3759433.4
Coefficient of variation (CV)	0.80325486
Kurtosis	49.3309
Mean	4680249.8
Median Absolute Deviation (MAD)	2161100
Skewness	5.7677764
Sum	1.4181157 × 10⁹
Variance	1.4133339 × 10¹³
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5212025	17	5.6%
6700000	16	5.3%
1675000	13	4.3%
1817000	12	4.0%
1750500	10	3.3%
7738000	10	3.3%
7399000	9	3.0%
7268000	9	3.0%
1934500	8	2.6%
1849750	8	2.6%
Other values (108)	191	63.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
502603	1	0.3%
533250	1	0.3%
571500	2	0.7%
1223792.19	1	0.3%
1406400	1	0.3%
1453600	1	0.3%
1488154	1	0.3%
1507500	1	0.3%
1599750	1	0.3%
1675000	13	4.3%

Value	Count	Frequency (%)
39833227	1	0.3%
38929709.15	1	0.3%
25229642.62	1	0.3%
11960393.98	1	0.3%
11020100	1	0.3%
8683000	5	1.7%
7738000	10	3.3%
7399000	9	3.0%
7268000	9	3.0%
7267920	1	0.3%

VALOR_AFECTADO
Real number (ℝ)

Distinct	120
Distinct (%)	39.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3789646.1

Minimum	0
Maximum	29211476
Zeros	40
Zeros (%)	13.2%
Negative	0
Negative (%)	0.0%
Memory size	2.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1750500
median	3562150
Q3	5779100
95-th percentile	7399000
Maximum	29211476
Range	29211476
Interquartile range (IQR)	4028600

Descriptive statistics

Standard deviation	3130043.7
Coefficient of variation (CV)	0.82594618
Kurtosis	19.812631
Mean	3789646.1
Median Absolute Deviation (MAD)	1887150
Skewness	2.820634
Sum	1.1482628 × 10⁹
Variance	9.7971738 × 10¹²
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	40	13.2%
5212025	17	5.6%
6700000	16	5.3%
1750500	10	3.3%
7738000	10	3.3%
1675000	10	3.3%
1817000	9	3.0%
7399000	9	3.0%
7268000	8	2.6%
3000000	8	2.6%
Other values (110)	166	54.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	40	13.2%
31	1	0.3%
126	1	0.3%
170344	1	0.3%
502603	1	0.3%
533250	1	0.3%
571500	2	0.7%
858159	1	0.3%
858567	1	0.3%
1032926	1	0.3%

Value	Count	Frequency (%)
29211476	1	0.3%
25229643	1	0.3%
8683000	2	0.7%
7738000	10	3.3%
7399000	9	3.0%
7268000	8	2.6%
7267920	1	0.3%
7049000	1	0.3%
7002000	6	2.0%
6964200	1	0.3%

FECHA_PROXIMO_VENCIMIENTO
Date

Distinct	122
Distinct (%)	40.3%
Missing	0
Missing (%)	0.0%
Memory size	2.5 KiB

Minimum	2017-12-07 00:00:00
Maximum	2025-05-01 00:00:00

Histogram

Histogram with fixed size bins (bins=50)

TOTAL_CUOTAS
Real number (ℝ)

Distinct	8
Distinct (%)	2.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.2475248

Minimum	1
Maximum	60
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.5 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	1
Q3	5
95-th percentile	5
Maximum	60
Range	59
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	6.2153505
Coefficient of variation (CV)	1.9138732
Kurtosis	68.969359
Mean	3.2475248
Median Absolute Deviation (MAD)	0
Skewness	7.9243435
Sum	984
Variance	38.630582
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
1	169	55.8%
5	76	25.1%
4	41	13.5%
6	8	2.6%
2	4	1.3%
60	3	1.0%
3	1	0.3%
32	1	0.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	169	55.8%
2	4	1.3%
3	1	0.3%
4	41	13.5%
5	76	25.1%
6	8	2.6%
32	1	0.3%
60	3	1.0%

Value	Count	Frequency (%)
60	3	1.0%
32	1	0.3%
6	8	2.6%
5	76	25.1%
4	41	13.5%
3	1	0.3%
2	4	1.3%
1	169	55.8%

CUOTAS_PAGADAS
Real number (ℝ)

Distinct	9
Distinct (%)	3.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.5577558

Minimum	0
Maximum	60
Zeros	45
Zeros (%)	14.9%
Negative	0
Negative (%)	0.0%
Memory size	2.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	1
Q3	4
95-th percentile	5
Maximum	60
Range	60
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	4.5217426
Coefficient of variation (CV)	1.7678555
Kurtosis	108.81909
Mean	2.5577558
Median Absolute Deviation (MAD)	1
Skewness	9.4004086
Sum	775
Variance	20.446157
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
1	136	44.9%
5	60	19.8%
0	45	14.9%
4	43	14.2%
2	9	3.0%
6	7	2.3%
44	1	0.3%
60	1	0.3%
3	1	0.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	45	14.9%
1	136	44.9%
2	9	3.0%
3	1	0.3%
4	43	14.2%
5	60	19.8%
6	7	2.3%
44	1	0.3%
60	1	0.3%

Value	Count	Frequency (%)
60	1	0.3%
44	1	0.3%
6	7	2.3%
5	60	19.8%
4	43	14.2%
3	1	0.3%
2	9	3.0%
1	136	44.9%
0	45	14.9%

CUOTAS_PENDIENTES
Real number (ℝ)

Distinct	10
Distinct (%)	3.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.68976898

Minimum	0
Maximum	56
Zeros	246
Zeros (%)	81.2%
Negative	0
Negative (%)	0.0%
Memory size	2.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	3
Maximum	56
Range	56
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	3.9048443
Coefficient of variation (CV)	5.66109
Kurtosis	147.74889
Mean	0.68976898
Median Absolute Deviation (MAD)	0
Skewness	11.435066
Sum	209
Variance	15.247809
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	246	81.2%
1	37	12.2%
5	7	2.3%
3	5	1.7%
4	2	0.7%
2	2	0.7%
6	1	0.3%
16	1	0.3%
56	1	0.3%
32	1	0.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	246	81.2%
1	37	12.2%
2	2	0.7%
3	5	1.7%
4	2	0.7%
5	7	2.3%
6	1	0.3%
16	1	0.3%
32	1	0.3%
56	1	0.3%

Value	Count	Frequency (%)
56	1	0.3%
32	1	0.3%
16	1	0.3%
6	1	0.3%
5	7	2.3%
4	2	0.7%
3	5	1.7%
2	2	0.7%
1	37	12.2%
0	246	81.2%

CUOTAS_VENCIDAS
Real number (ℝ)

Distinct	6
Distinct (%)	2.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.14191419

Minimum	0
Maximum	6
Zeros	280
Zeros (%)	92.4%
Negative	0
Negative (%)	0.0%
Memory size	2.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	6
Range	6
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.64822143
Coefficient of variation (CV)	4.5676999
Kurtosis	46.119561
Mean	0.14191419
Median Absolute Deviation (MAD)	0
Skewness	6.3893927
Sum	43
Variance	0.42019103
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
0	280	92.4%
1	15	5.0%
2	4	1.3%
5	2	0.7%
6	1	0.3%
4	1	0.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	280	92.4%
1	15	5.0%
2	4	1.3%
4	1	0.3%
5	2	0.7%
6	1	0.3%

Value	Count	Frequency (%)
6	1	0.3%
5	2	0.7%
4	1	0.3%
2	4	1.3%
1	15	5.0%
0	280	92.4%

SALDO_CREDITO
Real number (ℝ)

Distinct	34
Distinct (%)	11.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	689621.87

Minimum	0
Maximum	36333953
Zeros	262
Zeros (%)	86.5%
Negative	0
Negative (%)	0.0%
Memory size	2.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	5087600
Maximum	36333953
Range	36333953
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	2718909.4
Coefficient of variation (CV)	3.942609
Kurtosis	100.01406
Mean	689621.87
Median Absolute Deviation (MAD)	0
Skewness	8.5167858
Sum	2.0895543 × 10⁸
Variance	7.3924681 × 10¹²
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=34)

Value	Count	Frequency (%)
0	262	86.5%
5179300	4	1.3%
5087600	3	1.0%
4901400	2	0.7%
8683000	2	0.7%
5416600	2	0.7%
3483340.62	1	0.3%
530.71	1	0.3%
7182999.69	1	0.3%
4121394.52	1	0.3%
Other values (24)	24	7.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	262	86.5%
530.71	1	0.3%
14101.26	1	0.3%
1488154	1	0.3%
1515790.37	1	0.3%
1646656	1	0.3%
1719313.7	1	0.3%
1849750	1	0.3%
1934500	1	0.3%
2113525.75	1	0.3%

Value	Count	Frequency (%)
36333953.02	1	0.3%
11960393.98	1	0.3%
11020100	1	0.3%
10621751.3	1	0.3%
8683000	2	0.7%
7182999.69	1	0.3%
5416600	2	0.7%
5338288	1	0.3%
5179300	4	1.3%
5087600	3	1.0%

SALDO_VENCIDO
Real number (ℝ)

Distinct	15
Distinct (%)	5.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	145674.37

Minimum	0
Maximum	11020100
Zeros	289
Zeros (%)	95.4%
Negative	0
Negative (%)	0.0%
Memory size	2.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	11020100
Range	11020100
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	949141.71
Coefficient of variation (CV)	6.5155026
Kurtosis	82.598342
Mean	145674.37
Median Absolute Deviation (MAD)	0
Skewness	8.5827231
Sum	44139333
Variance	9.0086998 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=15)

Value	Count	Frequency (%)
0	289	95.4%
1488154	1	0.3%
4439369	1	0.3%
2321400	1	0.3%
14101	1	0.3%
5338288	1	0.3%
8683000	1	0.3%
1719314	1	0.3%
11020100	1	0.3%
531	1	0.3%
Other values (5)	5	1.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	289	95.4%
531	1	0.3%
14101	1	0.3%
861433	1	0.3%
878441	1	0.3%
1028802	1	0.3%
1488154	1	0.3%
1719314	1	0.3%
2321400	1	0.3%
2873200	1	0.3%

Value	Count	Frequency (%)
11020100	1	0.3%
8683000	1	0.3%
5338288	1	0.3%
4439369	1	0.3%
3473200	1	0.3%
2873200	1	0.3%
2321400	1	0.3%
1719314	1	0.3%
1488154	1	0.3%
1028802	1	0.3%

DIAS_MORA
Real number (ℝ)

Distinct	16
Distinct (%)	5.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	75.940594

Minimum	0
Maximum	2074
Zeros	278
Zeros (%)	91.7%
Negative	0
Negative (%)	0.0%
Memory size	2.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	344.9
Maximum	2074
Range	2074
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	335.11936
Coefficient of variation (CV)	4.4129146
Kurtosis	20.857182
Mean	75.940594
Median Absolute Deviation (MAD)	0
Skewness	4.6489323
Sum	23010
Variance	112304.98
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=16)

Value	Count	Frequency (%)
0	278	91.7%
34	4	1.3%
1528	3	1.0%
97	3	1.0%
2074	2	0.7%
1892	2	0.7%
1709	2	0.7%
1333	1	0.3%
1312	1	0.3%
1332	1	0.3%
Other values (6)	6	2.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	278	91.7%
3	1	0.3%
34	4	1.3%
97	3	1.0%
164	1	0.3%
365	1	0.3%
581	1	0.3%
643	1	0.3%
916	1	0.3%
1312	1	0.3%

Value	Count	Frequency (%)
2074	2	0.7%
1892	2	0.7%
1709	2	0.7%
1528	3	1.0%
1333	1	0.3%
1332	1	0.3%
1312	1	0.3%
916	1	0.3%
643	1	0.3%
581	1	0.3%

VALOR_MORA
Real number (ℝ)

Distinct	11
Distinct (%)	100.0%
Missing	292
Missing (%)	96.4%
Infinite	0
Infinite (%)	0.0%
Mean	166164.73

Minimum	27003
Maximum	318250
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.5 KiB

Quantile statistics

Minimum	27003
5-th percentile	39691
Q1	136515
median	149032
Q3	223665.5
95-th percentile	287528
Maximum	318250
Range	291247
Interquartile range (IQR)	87150.5

Descriptive statistics

Standard deviation	86160.684
Coefficient of variation (CV)	0.51852572
Kurtosis	-0.18399268
Mean	166164.73
Median Absolute Deviation (MAD)	48619
Skewness	0.12088408
Sum	1827812
Variance	7.4236635 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
318250	1	0.3%
256806	1	0.3%
249680	1	0.3%
197651	1	0.3%
52379	1	0.3%
144369	1	0.3%
147833	1	0.3%
27003	1	0.3%
149032	1	0.3%
156148	1	0.3%
(Missing)	292	96.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
27003	1	0.3%
52379	1	0.3%
128661	1	0.3%
144369	1	0.3%
147833	1	0.3%
149032	1	0.3%
156148	1	0.3%
197651	1	0.3%
249680	1	0.3%
256806	1	0.3%

Value	Count	Frequency (%)
318250	1	0.3%
256806	1	0.3%
249680	1	0.3%
197651	1	0.3%
156148	1	0.3%
149032	1	0.3%
147833	1	0.3%
144369	1	0.3%
128661	1	0.3%
52379	1	0.3%

EDAD_CARTERA
Categorical

Distinct	4
Distinct (%)	1.3%
Missing	0
Missing (%)	0.0%
Memory size	2.5 KiB

0	278
MAYOR A 209	16
1-60	5
61-180	4

Length

Max length	11
Median length	1
Mean length	1.6435644
Min length	1

Characters and Unicode

Total characters	498
Distinct characters	13
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	278	91.7%
MAYOR A 209	16	5.3%
1-60	5	1.7%
61-180	4	1.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	278	83.0%
mayor	16	4.8%
a	16	4.8%
209	16	4.8%
1-60	5	1.5%
61-180	4	1.2%

Most occurring characters

Value	Count	Frequency (%)
0	303	60.8%
A	32	6.4%
	32	6.4%
M	16	3.2%
Y	16	3.2%
O	16	3.2%
R	16	3.2%
2	16	3.2%
9	16	3.2%
1	13	2.6%
Other values (3)	22	4.4%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	361	72.5%
Uppercase Letter	96	19.3%
Space Separator	32	6.4%
Dash Punctuation	9	1.8%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	303	83.9%
2	16	4.4%
9	16	4.4%
1	13	3.6%
6	9	2.5%
8	4	1.1%

Uppercase Letter

Value	Count	Frequency (%)
A	32	33.3%
M	16	16.7%
Y	16	16.7%
O	16	16.7%
R	16	16.7%

Space Separator

Value	Count	Frequency (%)
	32	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	9	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	402	80.7%
Latin	96	19.3%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	303	75.4%
	32	8.0%
2	16	4.0%
9	16	4.0%
1	13	3.2%
-	9	2.2%
6	9	2.2%
8	4	1.0%

Latin

Value	Count	Frequency (%)
A	32	33.3%
M	16	16.7%
Y	16	16.7%
O	16	16.7%
R	16	16.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	498	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	303	60.8%
A	32	6.4%
	32	6.4%
M	16	3.2%
Y	16	3.2%
O	16	3.2%
R	16	3.2%
2	16	3.2%
9	16	3.2%
1	13	2.6%
Other values (3)	22	4.4%

TIPO_GARANTIA
Categorical

Distinct	2
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Memory size	2.5 KiB

PAGARE	292
CHEQUE	11

Length

Max length	6
Median length	6
Mean length	6
Min length	6

Characters and Unicode

Total characters	1818
Distinct characters	9
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	PAGARE
2nd row	PAGARE
3rd row	PAGARE
4th row	PAGARE
5th row	PAGARE

Common Values

Value	Count	Frequency (%)
PAGARE	292	96.4%
CHEQUE	11	3.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
pagare	292	96.4%
cheque	11	3.6%

Most occurring characters

Value	Count	Frequency (%)
A	584	32.1%
E	314	17.3%
P	292	16.1%
G	292	16.1%
R	292	16.1%
C	11	0.6%
H	11	0.6%
Q	11	0.6%
U	11	0.6%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	1818	100.0%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
A	584	32.1%
E	314	17.3%
P	292	16.1%
G	292	16.1%
R	292	16.1%
C	11	0.6%
H	11	0.6%
Q	11	0.6%
U	11	0.6%

Most occurring scripts

Value	Count	Frequency (%)
Latin	1818	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
A	584	32.1%
E	314	17.3%
P	292	16.1%
G	292	16.1%
R	292	16.1%
C	11	0.6%
H	11	0.6%
Q	11	0.6%
U	11	0.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1818	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
A	584	32.1%
E	314	17.3%
P	292	16.1%
G	292	16.1%
R	292	16.1%
C	11	0.6%
H	11	0.6%
Q	11	0.6%
U	11	0.6%

ESTADO_GARANTIA
Categorical

IMBALANCE MISSING

Distinct	2
Distinct (%)	0.7%
Missing	11
Missing (%)	3.6%
Memory size	2.5 KiB

VALIDO	290
DEVUELTO	2

Length

Max length	8
Median length	6
Mean length	6.0136986
Min length	6

Characters and Unicode

Total characters	1756
Distinct characters	9
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	VALIDO
2nd row	VALIDO
3rd row	VALIDO
4th row	VALIDO
5th row	VALIDO

Common Values

Value	Count	Frequency (%)
VALIDO	290	95.7%
DEVUELTO	2	0.7%
(Missing)	11	3.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
valido	290	99.3%
devuelto	2	0.7%

Most occurring characters

Value	Count	Frequency (%)
V	292	16.6%
L	292	16.6%
D	292	16.6%
O	292	16.6%
A	290	16.5%
I	290	16.5%
E	4	0.2%
U	2	0.1%
T	2	0.1%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	1756	100.0%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
V	292	16.6%
L	292	16.6%
D	292	16.6%
O	292	16.6%
A	290	16.5%
I	290	16.5%
E	4	0.2%
U	2	0.1%
T	2	0.1%

Most occurring scripts

Value	Count	Frequency (%)
Latin	1756	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
V	292	16.6%
L	292	16.6%
D	292	16.6%
O	292	16.6%
A	290	16.5%
I	290	16.5%
E	4	0.2%
U	2	0.1%
T	2	0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1756	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
V	292	16.6%
L	292	16.6%
D	292	16.6%
O	292	16.6%
A	290	16.5%
I	290	16.5%
E	4	0.2%
U	2	0.1%
T	2	0.1%

ESTADO_CREDITO
Categorical

Distinct	4
Distinct (%)	1.3%
Missing	0
Missing (%)	0.0%
Memory size	2.5 KiB

CANCELADO	245
EN CARTERA	41
ANULADO	16
REFINANCIADO	1

Length

Max length	12
Median length	9
Mean length	9.039604
Min length	7

Characters and Unicode

Total characters	2739
Distinct characters	13
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	0.3%

Sample

1st row	CANCELADO
2nd row	CANCELADO
3rd row	CANCELADO
4th row	CANCELADO
5th row	CANCELADO

Common Values

Value	Count	Frequency (%)
CANCELADO	245	80.9%
EN CARTERA	41	13.5%
ANULADO	16	5.3%
REFINANCIADO	1	0.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
cancelado	245	71.2%
en	41	11.9%
cartera	41	11.9%
anulado	16	4.7%
refinanciado	1	0.3%

Most occurring characters

Value	Count	Frequency (%)
A	606	22.1%
C	532	19.4%
E	328	12.0%
N	304	11.1%
D	262	9.6%
O	262	9.6%
L	261	9.5%
R	83	3.0%
	41	1.5%
T	41	1.5%
Other values (3)	19	0.7%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	2698	98.5%
Space Separator	41	1.5%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
A	606	22.5%
C	532	19.7%
E	328	12.2%
N	304	11.3%
D	262	9.7%
O	262	9.7%
L	261	9.7%
R	83	3.1%
T	41	1.5%
U	16	0.6%
Other values (2)	3	0.1%

Space Separator

Value	Count	Frequency (%)
	41	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	2698	98.5%
Common	41	1.5%

Most frequent character per script

Latin

Value	Count	Frequency (%)
A	606	22.5%
C	532	19.7%
E	328	12.2%
N	304	11.3%
D	262	9.7%
O	262	9.7%
L	261	9.7%
R	83	3.1%
T	41	1.5%
U	16	0.6%
Other values (2)	3	0.1%

Common

Value	Count	Frequency (%)
	41	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2739	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
A	606	22.1%
C	532	19.4%
E	328	12.0%
N	304	11.1%
D	262	9.6%
O	262	9.6%
L	261	9.5%
R	83	3.0%
	41	1.5%
T	41	1.5%
Other values (3)	19	0.7%

ID_ESTUDIANTE
Real number (ℝ)

Distinct	97
Distinct (%)	32.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2187025.3

Minimum	2077059
Maximum	2236229
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.5 KiB

Quantile statistics

Minimum	2077059
5-th percentile	2157115.3
Q1	2175072
median	2186315
Q3	2196270
95-th percentile	2226715.1
Maximum	2236229
Range	159170
Interquartile range (IQR)	21198

Descriptive statistics

Standard deviation	23627.963
Coefficient of variation (CV)	0.010803699
Kurtosis	1.1952619
Mean	2187025.3
Median Absolute Deviation (MAD)	10940
Skewness	-0.22713995
Sum	6.6266868 × 10⁸
Variance	5.5828066 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2175375	31	10.2%
2186473	17	5.6%
2195358	12	4.0%
2157230	12	4.0%
2196270	9	3.0%
2185512	9	3.0%
2195271	8	2.6%
2195201	8	2.6%
2195779	8	2.6%
2205660	7	2.3%
Other values (87)	182	60.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2077059	1	0.3%
2107132	1	0.3%
2130302	2	0.7%
2136170	1	0.3%
2141083	1	0.3%
2146707	1	0.3%
2146710	1	0.3%
2147614	1	0.3%
2147619	1	0.3%
2147620	1	0.3%

Value	Count	Frequency (%)
2236229	1	0.3%
2235576	1	0.3%
2235575	1	0.3%
2235012	1	0.3%
2235011	3	1.0%
2232126	2	0.7%
2231800	1	0.3%
2231378	1	0.3%
2230416	2	0.7%
2230225	1	0.3%

OBSERVACIONES
Categorical

HIGH CARDINALITY MISSING

Distinct	182
Distinct (%)	64.1%
Missing	19
Missing (%)	6.3%
Memory size	2.5 KiB

LVPINTO	21
CREDITO PAGARE POR CONTINGENCIA MODALIDAD DUAL-. SE INCLUYE ESTAMPILLA SEGUN CORREO.	16
CREDITO CON PAGARE	9
KJBETANCOURT CREDITO SOLICITADO POR LA WEB	8
OE	6
Other values (177)	224

Length

Max length	311
Median length	146
Mean length	57.073944
Min length	2

Characters and Unicode

Total characters	16209
Distinct characters	57
Distinct categories	9 ?
Distinct scripts	2 ?
Distinct blocks	2 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	148 ?
Unique (%)	52.1%

Sample

1st row	CREDITO POR LA WEB CON PAGARE
2nd row	CREDITO POR LA WEB CON PAGARE
3rd row	CREDITO CON CHEQUES MATRICULA 2018-01
4th row	CREDITO POR LA WEB CON PAGARE
5th row	CREDITO CON PAGARE

Common Values

Value	Count	Frequency (%)
LVPINTO	21	6.9%
CREDITO PAGARE POR CONTINGENCIA MODALIDAD DUAL-. SE INCLUYE ESTAMPILLA SEGUN CORREO.	16	5.3%
CREDITO CON PAGARE	9	3.0%
KJBETANCOURT CREDITO SOLICITADO POR LA WEB	8	2.6%
OE	6	2.0%
KJBETANCOURT	6	2.0%
CREDITO POR LA WEB CON PAGARE	5	1.7%
KJBETANCOURT CREDITO SOLCITADO POR LA WEB	5	1.7%
OE CREDITO CON PAGARE	4	1.3%
JRENDON CREDITO SOLICITADO POR CORREO	4	1.3%
Other values (172)	200	66.0%
(Missing)	19	6.3%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
credito	226	9.2%
por	196	7.9%
la	93	3.8%
correo	74	3.0%
solicitado	74	3.0%
web	71	2.9%
con	68	2.8%
lvpinto	65	2.6%
kjbetancourt	64	2.6%
de	57	2.3%
Other values (405)	1481	60.0%

Most occurring characters

Value	Count	Frequency (%)
	2194	13.5%
O	1584	9.8%
E	1371	8.5%
A	1294	8.0%
R	1139	7.0%
I	934	5.8%
C	908	5.6%
T	874	5.4%
D	777	4.8%
L	683	4.2%
Other values (47)	4451	27.5%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	12890	79.5%
Space Separator	2194	13.5%
Decimal Number	673	4.2%
Other Punctuation	332	2.0%
Dash Punctuation	86	0.5%
Currency Symbol	13	0.1%
Control	9	0.1%
Open Punctuation	6	< 0.1%
Close Punctuation	6	< 0.1%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
O	1584	12.3%
E	1371	10.6%
A	1294	10.0%
R	1139	8.8%
I	934	7.2%
C	908	7.0%
T	874	6.8%
D	777	6.0%
L	683	5.3%
N	674	5.2%
Other values (22)	2652	20.6%

Decimal Number

Value	Count	Frequency (%)
0	214	31.8%
2	136	20.2%
1	91	13.5%
3	62	9.2%
7	56	8.3%
9	28	4.2%
5	26	3.9%
8	24	3.6%
4	21	3.1%
6	15	2.2%

Other Punctuation

Value	Count	Frequency (%)
.	135	40.7%
/	124	37.3%
%	45	13.6%
,	14	4.2%
#	7	2.1%
:	3	0.9%
¿	2	0.6%
;	2	0.6%

Control

Value	Count	Frequency (%)
	8	88.9%
	1	11.1%

Space Separator

Value	Count	Frequency (%)
	2194	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	86	100.0%

Currency Symbol

Value	Count	Frequency (%)
$	13	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	6	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	6	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	12890	79.5%
Common	3319	20.5%

Most frequent character per script

Latin

Value	Count	Frequency (%)
O	1584	12.3%
E	1371	10.6%
A	1294	10.0%
R	1139	8.8%
I	934	7.2%
C	908	7.0%
T	874	6.8%
D	777	6.0%
L	683	5.3%
N	674	5.2%
Other values (22)	2652	20.6%

Common

Value	Count	Frequency (%)
	2194	66.1%
0	214	6.4%
2	136	4.1%
.	135	4.1%
/	124	3.7%
1	91	2.7%
-	86	2.6%
3	62	1.9%
7	56	1.7%
%	45	1.4%
Other values (15)	176	5.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	16177	99.8%
None	32	0.2%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	2194	13.6%
O	1584	9.8%
E	1371	8.5%
A	1294	8.0%
R	1139	7.0%
I	934	5.8%
C	908	5.6%
T	874	5.4%
D	777	4.8%
L	683	4.2%
Other values (40)	4419	27.3%

None

Value	Count	Frequency (%)
É	14	43.8%
Í	8	25.0%
Ú	3	9.4%
¿	2	6.2%
Ñ	2	6.2%
Á	2	6.2%
Ó	1	3.1%

PERIODO
Real number (ℝ)

Distinct	21
Distinct (%)	6.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	202040.76

Minimum	201801
Maximum	202303
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.5 KiB

Quantile statistics

Minimum	201801
5-th percentile	201801
Q1	201907
median	202008
Q3	202201
95-th percentile	202303
Maximum	202303
Range	502
Interquartile range (IQR)	294

Descriptive statistics

Standard deviation	159.59427
Coefficient of variation (CV)	0.00078991127
Kurtosis	-1.0666686
Mean	202040.76
Median Absolute Deviation (MAD)	107
Skewness	0.13256939
Sum	61218349
Variance	25470.331
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=21)

Value	Count	Frequency (%)
202008	30	9.9%
202201	26	8.6%
201907	25	8.3%
201801	24	7.9%
202001	23	7.6%
201807	22	7.3%
202203	22	7.3%
202101	22	7.3%
202301	21	6.9%
202103	21	6.9%
Other values (11)	67	22.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
201801	24	7.9%
201807	22	7.3%
201901	20	6.6%
201902	1	0.3%
201903	1	0.3%
201907	25	8.3%
201908	1	0.3%
201910	1	0.3%
201911	1	0.3%
201912	1	0.3%

Value	Count	Frequency (%)
202303	18	5.9%
202301	21	6.9%
202203	22	7.3%
202201	26	8.6%
202103	21	6.9%
202101	22	7.3%
202008	30	9.9%
202007	1	0.3%
202005	21	6.9%
202003	1	0.3%

NOMBRE_CONCEPTO
Categorical

CONSTANT MISSING

Distinct	1
Distinct (%)	0.3%
Missing	16
Missing (%)	5.3%
Memory size	2.5 KiB

CREDITO EDUCATIVO UAO	287

Length

Max length	21
Median length	21
Mean length	21
Min length	21

Characters and Unicode

Total characters	6027
Distinct characters	11
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	CREDITO EDUCATIVO UAO
2nd row	CREDITO EDUCATIVO UAO
3rd row	CREDITO EDUCATIVO UAO
4th row	CREDITO EDUCATIVO UAO
5th row	CREDITO EDUCATIVO UAO

Common Values

Value	Count	Frequency (%)
CREDITO EDUCATIVO UAO	287	94.7%
(Missing)	16	5.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
credito	287	33.3%
educativo	287	33.3%
uao	287	33.3%

Most occurring characters

Value	Count	Frequency (%)
O	861	14.3%
C	574	9.5%
E	574	9.5%
D	574	9.5%
I	574	9.5%
T	574	9.5%
	574	9.5%
U	574	9.5%
A	574	9.5%
R	287	4.8%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	5453	90.5%
Space Separator	574	9.5%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
O	861	15.8%
C	574	10.5%
E	574	10.5%
D	574	10.5%
I	574	10.5%
T	574	10.5%
U	574	10.5%
A	574	10.5%
R	287	5.3%
V	287	5.3%

Space Separator

Value	Count	Frequency (%)
	574	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	5453	90.5%
Common	574	9.5%

Most frequent character per script

Latin

Value	Count	Frequency (%)
O	861	15.8%
C	574	10.5%
E	574	10.5%
D	574	10.5%
I	574	10.5%
T	574	10.5%
U	574	10.5%
A	574	10.5%
R	287	5.3%
V	287	5.3%

Common

Value	Count	Frequency (%)
	574	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	6027	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
O	861	14.3%
C	574	9.5%
E	574	9.5%
D	574	9.5%
I	574	9.5%
T	574	9.5%
	574	9.5%
U	574	9.5%
A	574	9.5%
R	287	4.8%

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

First rows
Last rows

	CREDITO	NOMBRE_LINEA	FECHA_SOLICITUD	FECHA_APROBACION	FECHA_MOVIMIENTO	VALOR	VALOR_AFECTADO	FECHA_PROXIMO_VENCIMIENTO	TOTAL_CUOTAS	CUOTAS_PAGADAS	DIAS_MORA	VALOR_MORA	EDAD_CARTERA	TIPO_GARANTIA	ESTADO_GARANTIA	ESTADO_CREDITO	ID_ESTUDIANTE	OBSERVACIONES	PERIODO	NOMBRE_CONCEPTO
0	105346	CREDITO INTERES VENCIDO	2017-12-07	2018-01-02	2018-05-02 00:11:36	6700000.0	6700000	2018-01-02	4	4	0	NaN	0	PAGARE	VALIDO	CANCELADO	2167030	CREDITO POR LA WEB CON PAGARE	201801	CREDITO EDUCATIVO UAO
1	108695	CREDITO INTERES VENCIDO	2017-12-11	2018-01-02	2018-06-02 09:33:16	3400000.0	3400000	2018-01-02	4	4	0	NaN	0	PAGARE	VALIDO	CANCELADO	2167027	CREDITO POR LA WEB CON PAGARE	201801	CREDITO EDUCATIVO UAO
2	105385	PILOS CECILIA MONTALVO DE MORENO	2017-12-07	2017-12-07	2017-12-07 00:00:00	1675000.0	1675000	2017-12-07	1	1	0	NaN	0	PAGARE	VALIDO	CANCELADO	2157161	NaN	201801	CREDITO EDUCATIVO UAO
3	105393	PILOS CECILIA MONTALVO DE MORENO	2017-12-07	2017-12-07	2017-12-07 00:00:00	1675000.0	1675000	2017-12-07	1	1	0	NaN	0	PAGARE	VALIDO	CANCELADO	2157255	NaN	201801	CREDITO EDUCATIVO UAO
4	106655	PILOS CECILIA MONTALVO DE MORENO	2017-12-11	2017-12-11	2017-12-11 00:00:00	1507500.0	1507500	2017-12-11	1	1	0	NaN	0	PAGARE	VALIDO	CANCELADO	2157230	NaN	201801	CREDITO EDUCATIVO UAO
5	105591	PILOS CECILIA MONTALVO DE MORENO	2017-12-07	2017-12-07	2017-12-07 00:00:00	1675000.0	1675000	2017-12-07	1	1	0	NaN	0	PAGARE	VALIDO	CANCELADO	2167040	NaN	201801	CREDITO EDUCATIVO UAO
6	105362	PILOS CECILIA MONTALVO DE MORENO	2017-12-07	2017-12-07	2017-12-07 00:00:00	1675000.0	1675000	2017-12-07	1	1	0	NaN	0	PAGARE	VALIDO	CANCELADO	2157111	NaN	201801	CREDITO EDUCATIVO UAO
7	110546	PREGRADO LARGO PLAZO	2017-12-12	2017-12-12	2017-12-12 00:00:00	2010000.0	2010000	2017-12-12	1	1	0	NaN	0	PAGARE	VALIDO	CANCELADO	2157166	NaN	201801	CREDITO EDUCATIVO UAO
8	113350	PILOS CECILIA MONTALVO DE MORENO	2018-01-10	2018-01-10	2018-01-10 00:00:00	1675000.0	1675000	2018-01-10	1	1	0	NaN	0	PAGARE	VALIDO	CANCELADO	2167365	NaN	201801	CREDITO EDUCATIVO UAO
9	113395	CREDITO INTERES VENCIDO	2018-01-10	2018-01-02	2018-05-02 00:00:00	6700000.0	6700000	2018-01-02	4	4	2074	318250.0	MAYOR A 209	CHEQUE	NaN	CANCELADO	2147620	CREDITO CON CHEQUES MATRICULA 2018-01	201801	CREDITO EDUCATIVO UAO

	CREDITO	NOMBRE_LINEA	FECHA_SOLICITUD	FECHA_APROBACION	FECHA_MOVIMIENTO	VALOR	VALOR_AFECTADO	FECHA_PROXIMO_VENCIMIENTO	TOTAL_CUOTAS	CUOTAS_PAGADAS	CUOTAS_PENDIENTES	CUOTAS_VENCIDAS	SALDO_CREDITO	SALDO_VENCIDO	DIAS_MORA	VALOR_MORA	EDAD_CARTERA	TIPO_GARANTIA	ESTADO_GARANTIA	ESTADO_CREDITO	ID_ESTUDIANTE	OBSERVACIONES	PERIODO	NOMBRE_CONCEPTO
293	173720	CREDITO INTERES VENCIDO	2023-07-11	2023-07-17 00:10:08	2023-08-10 12:47:31	4341500.00	858159	2023-08-04	5	0	5	2	3483340.62	878441	34	NaN	1-60	PAGARE	VALIDO	EN CARTERA	2230416	HDALEGRÍA CRÉDITO SOLICITADO POR EL PORTAL. // PDTE. GARANTÍAS.// 17/07/2023 - GARANTIAS ASOCIADAS 2023-03 - DCVASQUEZ // BGNAVIA ASOCIA	202303	CREDITO EDUCATIVO UAO
294	172851	CREDITO INTERES VENCIDO	2023-06-27	2023-07-04 00:00:00	2023-09-04 23:20:03	3524500.00	1410974	2023-10-04	5	2	3	0	2113525.79	0	0	NaN	0	PAGARE	VALIDO	EN CARTERA	2235575	JRENDON CREDITO SOLICITAD POR CORREO, CONFIRMADO POR TE // GARANTIAS ASOCIADAS 2023-03 JCJIMENEZH //	202303	CREDITO EDUCATIVO UAO
295	173751	CREDITO INTERES VENCIDO	2023-07-11	2023-07-12 00:10:06	2023-07-12 00:10:06	7049000.00	0	2023-07-12	5	0	5	1	0.00	0	0	NaN	0	PAGARE	VALIDO	ANULADO	2235011	JRENDON CREDITO SOLICITADO POR CORREO Y CONFIRMADO POR TEL//LVPINTO SE ANULA CREDITO DADO QUE TOMARA PUENTE SEGUN CHAT DE JRENDON	202303	NaN
296	174595	CREDITO INTERES VENCIDO	2023-07-19	2023-07-19 00:00:00	2023-09-06 10:40:00	4338292.00	2171315	2023-10-04	4	2	2	0	2166977.17	0	0	NaN	0	PAGARE	VALIDO	EN CARTERA	2232126	KJBETANCOURT CREDITO SOLCITADO POR CORREO	202303	CREDITO EDUCATIVO UAO
297	174315	CREDITO INTERES VENCIDO	2023-07-17	2023-07-25 00:10:09	2023-09-06 11:20:02	3524500.00	1410974	2023-10-04	5	2	3	0	2113525.75	0	0	NaN	0	PAGARE	VALIDO	EN CARTERA	2236229	JRENDON PDT CONFIRMAR VALOR, NUMERO DE CUOTAS Y GARANTIAS // GARANTIAS ASOCIADAS 2023-03 JCJIMENEZH // JRENDON CREDITO SOLICITADO POR CORREO	202303	CREDITO EDUCATIVO UAO
298	175202	CREDITO INTERES VENCIDO	2023-07-31	2023-07-31 00:00:00	2023-07-31 00:00:00	8683000.00	0	2023-08-04	5	0	5	2	8683000.00	3473200	34	NaN	1-60	PAGARE	VALIDO	EN CARTERA	2205660	JRENDON CREDITO SOLICITADO POR CORREO/ACUERDO DE PAGO/ AUTORIZADO POR JHIDARRAGA.	202303	CREDITO EDUCATIVO UAO
299	175973	REFINANCIACION PREGRADO	2023-09-06	2023-09-07 00:00:00	2023-09-07 00:00:00	11960393.98	0	2023-09-30	32	0	32	0	11960393.98	0	0	NaN	0	PAGARE	VALIDO	EN CARTERA	2157166	LVPINTO CASO AUTORIZADO POR COMITE EL DIA 06/09/2023 CON LA PROPUESTA PLANTEADA POR LA FUNACIONARIA DIANA MARICEL RODRIGUEZ SEGUN CORREO. SIN EMBARGO POR INSTRUCCIONES DEL COMITE SE DEBE AUMENTAR $100.000 A LA PRIMERA CUOTA EXTRA QUEDANDO EN $1.000.000	202303	CREDITO EDUCATIVO UAO
300	173340	CREDITO INTERES VENCIDO	2023-07-05	2023-07-07 00:00:00	2023-08-03 10:15:37	4300000.00	858567	2023-08-04	5	0	5	2	3441433.39	861433	34	NaN	1-60	PAGARE	VALIDO	EN CARTERA	2225451	KJBETANCOURT CREDITO SOCLITADO POR LA WEB	202303	CREDITO EDUCATIVO UAO
301	173910	CREDITO INTERES VENCIDO	2023-07-13	2023-07-13 00:00:00	2023-07-13 00:00:00	3524500.00	0	2023-11-03	2	0	2	0	3524500.00	0	0	NaN	0	PAGARE	VALIDO	EN CARTERA	2235011	JRENDON CREDITO SOLICITADO POR CORREO, CONFIRMADO POR TEL CON LA ESTUDIANTE. BECA ADMINISTRACIÓN DUAL	202303	CREDITO EDUCATIVO UAO
302	174817	CREDITO INTERES VENCIDO	2023-07-24	2023-07-24 00:00:00	2023-09-02 14:20:05	5000000.00	2001327	2023-10-04	5	2	3	0	2998673.24	0	0	NaN	0	PAGARE	VALIDO	EN CARTERA	2225960	KJBETANCOURT CREDITO SOLCITADO POR LA WEB PDTE CONFIRMAR VALOR POR QUE INDICA TIENE UN DESCTO// BGNAVIA ASOCIA	202303	CREDITO EDUCATIVO UAO

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Space Separator

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Uppercase Letter

Space Separator

Dash Punctuation

Most occurring scripts

Most frequent character per script

Common

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Space Separator

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category